Traffic Sign Recognition
Classify traffic sign images with a CNN — a computer vision kit with a clean Streamlit demo.
What it does
Upload a traffic sign image and get the predicted class with confidence. Includes a labeled sample set and training notebook/script so you can explain CNN layers and data augmentation in viva.
Features
- ✓Image upload → sign class prediction
- ✓Top-k confidence display
- ✓Sample sign gallery for demos
- ✓Training accuracy/loss charts
What's included
- ✓Full working Streamlit application
- ✓8-chapter Word report
- ✓14-slide presentation deck
- ✓Viva question bank + cheat sheet
- ✓Sample images and model weights
Pricing
Same pricing tiers across every project kit.
A freelancer would charge ₹10,000–₹20,000 for the same project. Our kits start at ₹1,499 and are delivered in hours — not weeks.
Starter
The working application, ready to run and demonstrate.
- ✓Full source code
- ✓Setup & run instructions
- ✓requirements.txt / package.json
- ✓Runs on your machine in under 10 min
Standard
Submit-ready — full academic report and presentation included.
- ✓Everything in Starter
- ✓8-chapter Word report
- ✓14-slide presentation deck
- ✓Architecture & flow diagrams
Complete
Everything to submit AND confidently defend your project.
- ✓Everything in Standard
- ✓Viva Q&A bank + cheat sheet
- ✓Customized to your name & college
- ✓WhatsApp support until submission
Satisfaction guarantee
Not happy with what you receive? Message us within 24 hours and we'll either fix it or refund you — no questions asked.
Questions about this project
Is this related to self-driving cars?+
It's a focused classification module — perfect scope for a semester project without claiming a full AV stack.
Can I use my own photos?+
Yes — results vary with angle/lighting; the report covers preprocessing tips.
Guides for this kit
Viva prep and architecture notes that match this project.
- Viva Prep
CNN image classification viva — layers, metrics, and failure modes
Defend CNN final-year projects with clear layer stories, honest metrics, demo failure modes, and answers panels actually ask in Indian colleges.
- Guides
Top 10 computer vision project ideas for final year
Ten computer vision project ideas for B.Tech, BCA, and MCA students in India, with the problem, stack, demo, and the question the examiner will ask.
- Architecture
Why Streamlit is the best demo stack for AI final year projects
React takes weeks; Streamlit gets a RAG or analytics demo in front of examiners in days. Sidebar, session state, and citations for viva polish.